Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: DHX58

Gene summary for DHX58

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHX58

Gene ID

79132

Gene nameDExH-box helicase 58
Gene AliasD11LGP2
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

A0A024R1Y5


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
79132DHX58C21HumanOral cavityOSCC2.18e-073.82e-010.2678
79132DHX58C30HumanOral cavityOSCC2.09e-157.81e-010.3055
79132DHX58C38HumanOral cavityOSCC3.24e-056.51e-010.172
79132DHX58C46HumanOral cavityOSCC1.84e-072.91e-010.1673
79132DHX58C51HumanOral cavityOSCC4.36e-022.75e-010.2674
79132DHX58C08HumanOral cavityOSCC1.70e-032.22e-010.1919
79132DHX58LN46HumanOral cavityOSCC1.95e-146.27e-010.1666
79132DHX58SYSMH3HumanOral cavityOSCC1.03e-031.81e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000961515Oral cavityOSCCresponse to virus215/7305367/187231.63e-149.41e-13215
GO:00516074Oral cavityOSCCdefense response to virus154/7305265/187231.96e-105.63e-09154
GO:01405464Oral cavityOSCCdefense response to symbiont154/7305265/187231.96e-105.63e-09154
GO:003052218Oral cavityOSCCintracellular receptor signaling pathway149/7305265/187238.69e-091.81e-07149
GO:00028317Oral cavityOSCCregulation of response to biotic stimulus177/7305327/187231.73e-083.43e-07177
GO:00028324Oral cavityOSCCnegative regulation of response to biotic stimulus65/7305108/187236.62e-067.29e-0565
GO:00022214Oral cavityOSCCpattern recognition receptor signaling pathway95/7305172/187231.11e-051.15e-0495
GO:00027537Oral cavityOSCCcytoplasmic pattern recognition receptor signaling pathway40/730560/187231.32e-051.33e-0440
GO:00450884Oral cavityOSCCregulation of innate immune response116/7305218/187231.36e-051.37e-04116
GO:00326083Oral cavityOSCCinterferon-beta production37/730556/187233.74e-053.32e-0437
GO:00326483Oral cavityOSCCregulation of interferon-beta production37/730556/187233.74e-053.32e-0437
GO:00324816Oral cavityOSCCpositive regulation of type I interferon production38/730558/187233.91e-053.43e-0438
GO:00327283Oral cavityOSCCpositive regulation of interferon-beta production27/730539/187231.27e-049.09e-0427
GO:00321037Oral cavityOSCCpositive regulation of response to external stimulus203/7305427/187231.79e-041.22e-03203
GO:00395283Oral cavityOSCCcytoplasmic pattern recognition receptor signaling pathway in response to virus24/730534/187231.89e-041.28e-0324
GO:00506883Oral cavityOSCCregulation of defense response to virus42/730569/187231.92e-041.29e-0342
GO:00324793Oral cavityOSCCregulation of type I interferon production54/730595/187233.17e-041.97e-0354
GO:00326063Oral cavityOSCCtype I interferon production54/730595/187233.17e-041.97e-0354
GO:000268310Oral cavityOSCCnegative regulation of immune system process204/7305434/187233.72e-042.27e-03204
GO:00395301Oral cavityOSCCMDA-5 signaling pathway10/730511/187235.78e-043.30e-0310
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04622Oral cavityOSCCRIG-I-like receptor signaling pathway41/370471/84651.20e-022.63e-021.34e-0241
hsa046221Oral cavityOSCCRIG-I-like receptor signaling pathway41/370471/84651.20e-022.63e-021.34e-0241
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
DHX58SNVMissense_Mutationc.872N>Ap.Leu291Glnp.L291QQ96C10protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
DHX58SNVMissense_Mutationc.1243N>Gp.Met415Valp.M415VQ96C10protein_codingdeleterious(0)possibly_damaging(0.478)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX58SNVMissense_Mutationnovelc.1489N>Cp.Glu497Glnp.E497QQ96C10protein_codingdeleterious(0.01)probably_damaging(0.952)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DHX58SNVMissense_Mutationrs553858409c.1322N>Tp.Ala441Valp.A441VQ96C10protein_codingdeleterious(0.01)benign(0.303)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
DHX58insertionFrame_Shift_Insnovelc.399_400insAGGTCACTTGCTATGTATCCAAGCCTCAATTTp.His134ArgfsTer24p.H134Rfs*24Q96C10protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DHX58insertionNonsense_Mutationnovelc.1614_1615insTGTAATTCCAACACTTTGGGAGGCGGAGGTGGGTAGATCAp.Gln539CysfsTer12p.Q539Cfs*12Q96C10protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX58SNVMissense_Mutationc.1324N>Ap.Glu442Lysp.E442KQ96C10protein_codingdeleterious(0.02)probably_damaging(0.94)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
DHX58SNVMissense_Mutationc.1752C>Gp.Phe584Leup.F584LQ96C10protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DHX58SNVMissense_Mutationnovelc.1661N>Cp.Leu554Prop.L554PQ96C10protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3696-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DHX58SNVMissense_Mutationc.1156N>Cp.Trp386Argp.W386RQ96C10protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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